DisCoMBO: Steering Expert-in-the-Loop Black-Box Optimization via Distributional Conformance

Jonas Seng, Bennet Wittelsbach, Kristian Kersting

Sequential Model-Based Optimization (SMBO) traditionally relies on Bayesian or ensembling surrogates for uncertainty quantification. While historically treated as fully data-driven…